Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "56"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 56 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 59 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 57 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])]) 

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 56, Node N04:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.795534 2.259967 -0.106436 -0.234588 1.403532 1.212856 0.357638 4.994743 0.6995 0.6889 0.3653 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.189124 1.574230 0.134737 -0.339858 0.250239 1.782933 0.298767 10.354847 0.7128 0.6944 0.3581 nan nan
2459872 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.003466 1.268775 -0.219242 -0.645276 0.352014 2.524628 -0.237829 3.733012 0.7012 0.6943 0.3731 nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.145038 0.366760 0.396864 -0.384431 0.279932 0.854966 0.269792 6.954805 0.7083 0.6925 0.3682 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.740523 1.807744 0.375270 0.139955 0.370509 2.499655 1.764904 6.647563 0.7169 0.7020 0.3641 nan nan
2459869 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.956100 1.065678 0.588375 0.414066 0.245578 0.319994 -0.450393 1.730727 0.7242 0.7200 0.3570 nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.449265 1.516659 0.627440 -0.538532 0.622425 1.894469 1.952212 19.548051 0.7079 0.6957 0.3745 nan nan
2459867 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.117515 1.823647 -0.028680 -0.430714 -0.225916 1.458641 0.924765 7.551025 0.7187 0.6981 0.3722 nan nan
2459866 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.321621 1.094657 0.239407 -0.056641 1.053822 3.625933 4.707829 13.904629 0.7159 0.7004 0.3670 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.743791 2.848984 -0.323788 -0.785207 3.828379 1.894950 0.505175 5.800812 0.7358 0.7220 0.3407 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.220078 1.658005 -1.236792 0.297232 -0.006371 0.512240 1.396566 9.862325 0.7140 0.6971 0.3847 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.498397 0.589752 -0.002109 -0.838658 2.026984 3.009491 3.819484 7.441944 0.7056 0.6874 0.3846 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.106739 0.802804 -1.564684 0.544301 0.036526 0.546339 0.585003 5.036586 0.6937 0.7184 0.3928 nan nan
2459861 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.689717 0.144762 -0.153356 -0.424220 0.611983 2.119845 -0.007130 3.693006 0.7235 0.7034 0.3887 nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.754863 -0.191187 -1.295954 0.131337 -0.073221 0.827077 0.179071 3.002198 0.7300 0.7010 0.3857 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.444117 0.245258 -0.121647 -0.317927 1.031678 1.588917 0.462004 3.633667 0.7303 0.7007 0.3893 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.292531 0.284510 -0.180658 -0.537103 1.455341 3.506734 0.444447 4.706697 0.7416 0.7093 0.3939 4.030437 2.680456
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.265236 2.456653 0.131414 0.026368 -1.234396 0.173778 -0.003038 0.199945 0.0293 0.0274 0.0011 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 31.43% -0.839579 1.306890 -1.175962 -0.069386 0.035553 1.145240 0.184634 1.595883 0.7364 0.7232 0.3816 2.401667 2.000874
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 74.81% -1.054210 1.087260 -1.443297 0.012814 -0.325217 1.737880 -0.126151 1.104700 0.7227 0.7365 0.4129 3.607681 2.654859
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% -0.162698 1.217996 -0.251821 0.914267 0.007568 1.313409 0.206741 0.786612 0.7364 0.7579 0.4195 1.959710 1.466581
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.773461 0.393032 0.149725 1.632661 0.457820 1.419034 0.716039 4.414120 0.7576 0.7113 0.4009 4.421037 2.812339
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 43.78% 0.583910 0.044958 0.614762 2.246198 0.048374 2.046547 -0.060429 1.693657 0.8507 0.8540 0.2260 5.114124 3.687642
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 52.94% -1.033566 0.682006 0.638782 2.078737 0.482191 -0.585655 -0.358088 0.198687 0.7799 0.7714 0.3139 5.058576 3.361738
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 8.72% -0.258899 0.577212 0.202351 1.453469 -0.024983 0.762861 -0.003202 -0.059800 0.7618 0.7750 0.3312 2.124606 1.565327
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.660751 0.407816 1.323028 3.405342 -0.028123 2.170854 0.505913 6.145067 0.7611 0.7682 0.3372 4.910814 3.325715
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.369653 1.064871 1.588111 2.972102 0.578368 1.404529 -0.317284 4.669023 0.7422 0.7702 0.3582 4.069408 3.049936
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 59.89% -0.419499 0.750033 1.899812 3.394111 -0.033806 1.233604 0.316419 3.370112 0.7421 0.7099 0.4092 3.202890 2.592904
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 33.33% -1.157583 0.419743 1.288037 3.378843 -0.476383 1.469939 -0.222014 1.504795 0.8573 0.7075 0.4521 1.663695 1.443799
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.352372 1.587075 2.098172 4.438850 -0.042579 2.841831 0.375830 5.496223 0.7517 0.7724 0.3577 4.503416 5.661796
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 3.209913 5.933817 -0.073667 0.338230 0.303298 0.429747 0.367708 0.703593 0.0298 0.0275 0.0014 nan nan
2459843 digital_ok 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 0.022562 1.949208 -0.116435 0.840491 -0.445224 0.907885 -0.401653 9.168430 0.7579 0.7690 0.3710 6.741222 4.721992
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.253109 2.853372 0.078761 0.851898 -0.082405 -0.468862 0.539005 1.025696 0.0276 0.0246 0.0017 nan nan
2459839 digital_ok 0.00% - - - - - -0.993327 -0.171013 0.189049 2.510828 -0.400742 -0.877904 0.309562 0.638625 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 59.655593 78.530261 54.979808 59.310160 42.596853 51.167915 368.245460 385.670432 0.0188 0.0177 0.0006 0.801052 0.797315
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0410 0.0389 0.0021 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.226277 0.102113 -0.456075 -0.638804 0.250321 -0.023600 -0.239707 -0.669478 0.0406 0.0388 0.0015 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.035755 -0.550249 0.044782 0.358350 -0.147009 2.649124 0.284777 0.140662 0.0346 0.0514 0.0051 nan nan
2459832 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.060033 1.318273 0.862013 0.921620 -0.811100 2.890574 -0.252047 1.063588 0.0688 0.0659 0.0072 1.202430 1.206428
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.392414 -0.318171 -0.455618 2.244220 0.725164 0.822288 0.261231 0.533938 0.0453 0.0401 0.0061 nan nan
2459830 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.488403 0.555643 1.499599 1.441350 0.021780 -0.867458 -0.768894 -0.580414 0.0541 0.0556 0.0054 1.243515 1.240681
2459829 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.143091 1.990655 0.918462 0.704343 -0.076485 1.470372 0.344597 -0.823391 0.0492 0.0564 0.0039 49.556684 38.193254
2459828 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.657266 0.001563 0.660262 0.263383 1.624674 -0.807449 -0.859893 -0.472651 0.0611 0.0561 0.0059 1.269497 1.260895
2459827 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.674846 0.974863 1.889147 1.707322 0.452108 1.547255 -0.128665 13.201299 0.0584 0.0582 0.0046 1.237341 1.233474
2459826 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.311477 0.650492 1.943179 1.870155 1.047993 -0.404390 -1.011707 0.679280 0.0493 0.0628 0.0073 0.000000 0.000000
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.706020 -0.067255 0.836106 1.028154 0.118397 -0.603525 -0.813798 2.628499 0.0615 0.0607 0.0071 1.237270 1.233694
2459824 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.869699 1.204107 1.154677 1.702371 -0.687134 0.219546 -0.248409 3.145436 0.0572 0.0566 0.0044 1.171170 1.170438
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.734172 0.968297 1.517145 1.882071 0.499509 1.768923 1.050352 45.771353 0.0626 0.0595 0.0053 1.157726 1.166768
2459822 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.354407 0.690551 1.351000 1.257669 1.040687 -0.479923 0.035956 8.937317 0.0630 0.0711 0.0069 1.175181 1.174852
2459821 digital_ok 0.00% 11.29% 11.29% 0.00% 13.16% 78.95% 0.042519 1.254527 1.153529 1.443870 -0.179334 -0.921990 -1.488008 2.750060 0.7366 0.6099 0.4322 4.287730 3.294573
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.435689 1.701812 1.476951 1.127759 1.249252 1.661950 0.447038 5.358879 0.7896 0.7139 0.3975 4.378412 3.717709
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 86.84% -0.448957 1.352876 0.603977 0.855047 0.156208 -0.042123 -0.641117 0.041430 0.8364 0.7157 0.4837 3.210206 2.598819
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.871823 -0.237026 1.577534 1.944800 1.766603 1.231476 -0.183877 11.565925 0.8508 0.6238 0.5681 3.540010 3.228699
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 84.21% -0.921469 0.671826 1.076408 1.546889 1.639803 0.605793 -0.823460 0.023783 0.8304 0.7203 0.4923 3.911494 3.510190
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 3.74% -1.144160 0.937094 0.705673 0.800190 1.395645 1.798558 -0.085683 0.894509 0.8037 0.7401 0.3979 4.184470 3.268549

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 56: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 4.994743 2.795534 2.259967 -0.106436 -0.234588 1.403532 1.212856 0.357638 4.994743

Antenna 56: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 10.354847 1.189124 1.574230 0.134737 -0.339858 0.250239 1.782933 0.298767 10.354847

Antenna 56: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 3.733012 1.268775 -0.003466 -0.645276 -0.219242 2.524628 0.352014 3.733012 -0.237829

Antenna 56: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 6.954805 0.366760 0.145038 -0.384431 0.396864 0.854966 0.279932 6.954805 0.269792

Antenna 56: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 6.647563 0.740523 1.807744 0.375270 0.139955 0.370509 2.499655 1.764904 6.647563

Antenna 56: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 1.730727 0.956100 1.065678 0.588375 0.414066 0.245578 0.319994 -0.450393 1.730727

Antenna 56: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 19.548051 0.449265 1.516659 0.627440 -0.538532 0.622425 1.894469 1.952212 19.548051

Antenna 56: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 7.551025 0.117515 1.823647 -0.028680 -0.430714 -0.225916 1.458641 0.924765 7.551025

Antenna 56: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 13.904629 1.094657 0.321621 -0.056641 0.239407 3.625933 1.053822 13.904629 4.707829

Antenna 56: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 5.800812 3.743791 2.848984 -0.323788 -0.785207 3.828379 1.894950 0.505175 5.800812

Antenna 56: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 9.862325 1.658005 -0.220078 0.297232 -1.236792 0.512240 -0.006371 9.862325 1.396566

Antenna 56: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 7.441944 -0.498397 0.589752 -0.002109 -0.838658 2.026984 3.009491 3.819484 7.441944

Antenna 56: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 5.036586 -0.106739 0.802804 -1.564684 0.544301 0.036526 0.546339 0.585003 5.036586

Antenna 56: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 3.693006 0.144762 -0.689717 -0.424220 -0.153356 2.119845 0.611983 3.693006 -0.007130

Antenna 56: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 3.002198 -0.754863 -0.191187 -1.295954 0.131337 -0.073221 0.827077 0.179071 3.002198

Antenna 56: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 3.633667 0.444117 0.245258 -0.121647 -0.317927 1.031678 1.588917 0.462004 3.633667

Antenna 56: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 4.706697 0.284510 -0.292531 -0.537103 -0.180658 3.506734 1.455341 4.706697 0.444447

Antenna 56: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Shape 2.456653 2.456653 0.265236 0.026368 0.131414 0.173778 -1.234396 0.199945 -0.003038

Antenna 56: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 1.595883 -0.839579 1.306890 -1.175962 -0.069386 0.035553 1.145240 0.184634 1.595883

Antenna 56: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Variability 1.737880 1.087260 -1.054210 0.012814 -1.443297 1.737880 -0.325217 1.104700 -0.126151

Antenna 56: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Variability 1.313409 1.217996 -0.162698 0.914267 -0.251821 1.313409 0.007568 0.786612 0.206741

Antenna 56: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 4.414120 0.393032 -0.773461 1.632661 0.149725 1.419034 0.457820 4.414120 0.716039

Antenna 56: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Power 2.246198 0.583910 0.044958 0.614762 2.246198 0.048374 2.046547 -0.060429 1.693657

Antenna 56: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Power 2.078737 -1.033566 0.682006 0.638782 2.078737 0.482191 -0.585655 -0.358088 0.198687

Antenna 56: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Power 1.453469 -0.258899 0.577212 0.202351 1.453469 -0.024983 0.762861 -0.003202 -0.059800

Antenna 56: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 6.145067 -0.660751 0.407816 1.323028 3.405342 -0.028123 2.170854 0.505913 6.145067

Antenna 56: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 4.669023 1.064871 -0.369653 2.972102 1.588111 1.404529 0.578368 4.669023 -0.317284

Antenna 56: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Power 3.394111 0.750033 -0.419499 3.394111 1.899812 1.233604 -0.033806 3.370112 0.316419

Antenna 56: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Power 3.378843 -1.157583 0.419743 1.288037 3.378843 -0.476383 1.469939 -0.222014 1.504795

Antenna 56: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 5.496223 1.587075 -0.352372 4.438850 2.098172 2.841831 -0.042579 5.496223 0.375830

Antenna 56: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Shape 5.933817 3.209913 5.933817 -0.073667 0.338230 0.303298 0.429747 0.367708 0.703593

Antenna 56: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 9.168430 1.949208 0.022562 0.840491 -0.116435 0.907885 -0.445224 9.168430 -0.401653

Antenna 56: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Shape 2.853372 -0.253109 2.853372 0.078761 0.851898 -0.082405 -0.468862 0.539005 1.025696

Antenna 56: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Power 2.510828 -0.171013 -0.993327 2.510828 0.189049 -0.877904 -0.400742 0.638625 0.309562

Antenna 56: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 385.670432 78.530261 59.655593 59.310160 54.979808 51.167915 42.596853 385.670432 368.245460

Antenna 56: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok ee Temporal Variability 0.250321 0.102113 0.226277 -0.638804 -0.456075 -0.023600 0.250321 -0.669478 -0.239707

Antenna 56: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Variability 2.649124 -0.550249 -1.035755 0.358350 0.044782 2.649124 -0.147009 0.140662 0.284777

Antenna 56: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Variability 2.890574 -1.060033 1.318273 0.862013 0.921620 -0.811100 2.890574 -0.252047 1.063588

Antenna 56: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Power 2.244220 -0.392414 -0.318171 -0.455618 2.244220 0.725164 0.822288 0.261231 0.533938

Antenna 56: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok ee Power 1.499599 -0.488403 0.555643 1.499599 1.441350 0.021780 -0.867458 -0.768894 -0.580414

Antenna 56: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Shape 1.990655 1.990655 -1.143091 0.704343 0.918462 1.470372 -0.076485 -0.823391 0.344597

Antenna 56: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok ee Temporal Variability 1.624674 0.001563 -0.657266 0.263383 0.660262 -0.807449 1.624674 -0.472651 -0.859893

Antenna 56: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 13.201299 -0.674846 0.974863 1.889147 1.707322 0.452108 1.547255 -0.128665 13.201299

Antenna 56: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok ee Power 1.943179 0.650492 -0.311477 1.870155 1.943179 -0.404390 1.047993 0.679280 -1.011707

Antenna 56: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 2.628499 -0.067255 -0.706020 1.028154 0.836106 -0.603525 0.118397 2.628499 -0.813798

Antenna 56: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 3.145436 -0.869699 1.204107 1.154677 1.702371 -0.687134 0.219546 -0.248409 3.145436

Antenna 56: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 45.771353 0.968297 -0.734172 1.882071 1.517145 1.768923 0.499509 45.771353 1.050352

Antenna 56: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 8.937317 -0.354407 0.690551 1.351000 1.257669 1.040687 -0.479923 0.035956 8.937317

Antenna 56: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 2.750060 1.254527 0.042519 1.443870 1.153529 -0.921990 -0.179334 2.750060 -1.488008

Antenna 56: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 5.358879 -0.435689 1.701812 1.476951 1.127759 1.249252 1.661950 0.447038 5.358879

Antenna 56: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Shape 1.352876 -0.448957 1.352876 0.603977 0.855047 0.156208 -0.042123 -0.641117 0.041430

Antenna 56: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Discontinuties 11.565925 -0.237026 -0.871823 1.944800 1.577534 1.231476 1.766603 11.565925 -0.183877

Antenna 56: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok ee Temporal Variability 1.639803 0.671826 -0.921469 1.546889 1.076408 0.605793 1.639803 0.023783 -0.823460

Antenna 56: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 56: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Variability 1.798558 0.937094 -1.144160 0.800190 0.705673 1.798558 1.395645 0.894509 -0.085683

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